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Automation Risk Analysis

Will “Thermodynamics Engineer” be Automated?

Historical Context: Oxford Study (2013)

Ranked #79 of 702. Estimated risk: 1.7%

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AI Exposure Risk

62%

“Thermodynamics Engineer” will maybe be replaced by AI.

Based on the cognitive demands, communication requirements, and logical reasoning intrinsic to this occupation according to O*NET data, we project a 62% probability of disruption by generative AI and Large Language Models.

Automation & Robot Risk

32%

“Thermodynamics Engineer” will probably not be replaced by robots.

Evaluating the physical dexterity, repetitive motion tasks, and manual labor associated with this role, our analysis indicates a 32% likelihood of substitution by advanced robotics systems.

Personal & Financial Insights

Every occupation has a unique profile. For Aerospace Engineers, the Bureau of Labor Statistics and O*NET classify the day-to-day work broadly as: Perform engineering duties in designing, constructing, and testing aircraft, missiles, and spacecraft. May conduct basic and applied research to evaluate adaptability of materials and equipment to aircraft design and manufacture. May recommend improvements in testing equipment and techniques.

Avg. Annual Salary $141,180
Avg. Hourly Wage $67.88
Available Jobs (US) 68,440
Job Title & Hierarchy Code (SOC) Aerospace Engineers #17-2011
Wage vs. National Median
ℹ️

Data is based on the reference occupation: “Aerospace Engineers”

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Core Skills & Abilities

  • Develop design criteria for aeronautical or aerospace products or systems, including testing methods, production costs, quality standards, environmental standards, or completion dates.

  • Design or engineer filtration systems that reduce harmful emissions.

  • Plan or conduct experimental, environmental, operational, or stress tests on models or prototypes of aircraft or aerospace systems or equipment.

  • Direct aerospace research and development programs.

  • Evaluate and approve selection of vendors by studying past performance or new advertisements.

  • Formulate conceptual design of aeronautical or aerospace products or systems to meet customer requirements or conform to environmental regulations.

  • Direct or coordinate activities of engineering or technical personnel involved in designing, fabricating, modifying, or testing of aircraft or aerospace products.

  • Diagnose performance problems by reviewing reports or documentation from customers or field engineers or by inspecting malfunctioning or damaged products.

  • Analyze project requests, proposals, or engineering data to determine feasibility, productibility, cost, or production time of aerospace or aeronautical products.

  • Formulate mathematical models or other methods of computer analysis to develop, evaluate, or modify design, according to customer engineering requirements.

  • Evaluate product data or design from inspections or reports for conformance to engineering principles, customer requirements, environmental regulations, or quality standards.

  • Maintain records of performance reports for future reference.

  • Design new or modify existing aerospace systems to reduce polluting emissions, such as nitrogen oxide, carbon monoxide, or smoke emissions.

  • Plan or coordinate investigation and resolution of customers' reports of technical problems with aircraft or aerospace vehicles.

  • Write technical reports or other documentation, such as handbooks or bulletins, for use by engineering staff, management, or customers.

  • Evaluate biofuel performance specifications to determine feasibility for aerospace applications.

Technologies & Software

  • Harvard Thermal TAS
  • Stress analysis software
  • Autodesk AI
  • 1CadCam Unigraphics
  • Maplesoft Maple
  • Perplexity AI
  • Computer-aided engineering CAE software
  • ANSYS simulation software
  • Sun Microsystems Java
  • Kimi (Moonshot AI)
  • Microsoft Visual Basic
  • Grid generation software
  • Grok (xAI)
  • Microsoft Visual Studio
  • Microsoft Office software
  • Wolfram Research Mathematica
  • Verilog
  • Data acquisition systems
  • Extensible markup language XML
  • TEAM Engineering FEMAP
  • Autodesk AutoCAD
  • Qwen (Alibaba)
  • Microsoft Excel
  • Alstom ESARAD
  • Llama (Meta)
  • Digital Equipment Corporation DIGITAL Fortran 90
  • Microsoft Access
  • ESI Group AutoSEA2
  • Phoenix Integration ModelCenter
  • Linux
  • Mistral (Mistral AI)
  • Nova (Amazon)
  • PTC Creo Parametric
  • Perl
  • Dassault Systemes SolidWorks
  • Computer aided manufacturing CAM software
  • Finite element method FEM software
  • GitHub Copilot
  • Microsoft Outlook
  • UGS Solid Edge
  • Gemini Code Assist
  • C#
  • MSC Software Fatigue
  • Microsoft Word
  • Mathsoft Mathcad
  • ANSYS AI Simulation
  • Collier Research HyperSizer
  • Shell script
  • AutoCAD AI
  • Analytical Graphics STK Expert Edition
  • Microsoft Windows
  • IBM Rational DOORS
  • IBM Rational RequisitePro
  • MSC Software Patran
  • IBM Rational ClearCase
  • Hewlett-Packard HP OpenVMS
  • The MathWorks MATLAB
  • Dassault Systemes CATIA
  • MSC Software Nastran
  • UNIX
  • ChatGPT (OpenAI)
  • Python
  • Computer aided design and drafting CADD software
  • Altera Quartus II
  • Network Analysis SINDA-G
  • Thermal analysis software
  • Computational fluid dynamics CFD software
  • IBM Rational ClearQuest
  • Thermal Synthesizer System TSS
  • C
  • Alstom ESATAN
  • Xilinx TMRTool
  • Structure query language SQL
  • Claude (Anthropic)
  • C++
  • Oracle Java
  • Universal Technical Systems TK Solver
  • Thermal design software
  • Formula translation/translator FORTRAN
  • Microsoft PowerPoint
  • Flexible dynamics modeling software
  • Cullimore & Ring Technologies SINDA/FLUINT
  • Finite element analysis FEA software
  • Dassault Systemes Abaqus
  • PTC Pro/INTRALINK
  • Gemini (Google)
  • Image processing systems
  • MAYA Nastran
  • Microsoft Project
  • MathWorks Simulink
  • Microsoft Visio
  • Fatigue analysis software
  • Thermal Radiation Analysis System TRASYS
  • Southwest Research Institute NASGRO
  • DeepSeek
  • K&K Associates Thermal Analysis Kit TAK
  • SAP software
  • Ada
  • Tecplot Focus
  • Cullimore & Ring Technologies Thermal Desktop
  • National Instruments LabVIEW
  • Spectrometers
  • Electronic pressure scanners
  • Argon-ion lasers
  • Flight simulators
  • Axial flow research fans
  • Digital oscilloscopes
  • Terminal computers
  • Force transducers
  • Personal computers
  • Laser velocimeters
  • Impact guns
  • Acoustic emissions systems
  • Plotters
  • Electronic flight instrument systems EFIS
  • Mainframe computers
  • Multi-axis mills
  • Load frames
  • Fatigue testing machines
  • Surface grinding machines
  • Centerless grinders
  • Power microwave generators
  • Propellant combustion chambers
  • Laser Doppler velocimeters LDV
  • Flow meters
  • Cluster computers
  • Computer numerical controlled CNC milling machines
  • Digital voltmeters DVM
  • Fiber optic interferometers
  • Axial flow turbines
  • Signal generators
  • UNIX work stations
  • Anechoic chambers
  • Wave analyzers
  • Push/pull dynamometers
  • Vibration isolation tables
  • Vacuum facilities
  • Axial flow compressor facilities
  • Reflection polariscopes
  • Parallel computers
  • Lasers
  • Digital pressure gauges
  • Impinging jet apparatus
  • Lathes
  • Atomic force microscopes
  • Profilometers
  • Laboratory centrifugal pumps
  • Flight management systems FMS
  • Welders
  • Strain gauge balances
  • Ultrasonic inspection equipment
  • Viscometers

Alternative Job Titles